{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "import imp\n",
    "import scipy\n",
    "import matplotlib.pyplot as plt\n",
    "plt.style.use(\"ggplot\")\n",
    "%pylab inline\n",
    "import EQSignal"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "def plotAVD(eqs):\n",
    "    subplot(3,1,1)\n",
    "    grid(True)\n",
    "    plot(eqs.t,eqs.acc)\n",
    "    subplot(3,1,2)\n",
    "    grid(True)\n",
    "    plot(eqs.t,eqs.vel)\n",
    "    subplot(3,1,3)\n",
    "    grid(True)\n",
    "    plot(eqs.t,eqs.disp)\n",
    "    \n",
    "def plotSPA(eqs,target=True):\n",
    "    for sp in eqs.sp:\n",
    "        plot(sp.SPT,sp.SPA)\n",
    "        if target:\n",
    "            plot(sp.SPT,sp.SPAT,\"--\")\n",
    "    grid(True)\n",
    "    xscale(\"log\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {
    "collapsed": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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khY4uHLxeT+n46iTZPLKmg9+jUqPYPD33Vfxh/iVVt50umYKn/Rcbe0tZTAAW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\nAXPJTi5gUlA8CUVRqhJwcqRSXqBbyGTICQOjgSA0FPRe0xtwmJ6G1HS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gybMO3sFlz75w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\nTCa1IMw9dS22w6TjvDIHtz7SQiypEoypZKZx2nNbDfRJ05zZ/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TGq9jMd9R6tzANAffYR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\n6HLGmBd3HOXMonRyU2M760Q7+14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z+9aN7ihqJLa1kvB0y6fkKF8PJgZ58VWBdZlvMSkd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\nUkoppQL0/7ZzMdyHLECtAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fca94e08910>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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kYd73AdmVz4ZOI/RAU0uY9x4A8AwhGYjAij3VanWtxg6M/c01dtsGmQnTz9pt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\nfDr/95bqr3T+WXDuhVMnU869nd5u0fRhvemSXpW0WNIVkib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      "text/plain": [
       "<matplotlib.figure.Figure at 0x7fca94db3610>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# imp.reload(EQSignal)\n",
    "\n",
    "fn = \"data/AWX0.9-1.txt\"\n",
    "\n",
    "acc = scipy.loadtxt(fn)\n",
    "acc = acc[:]\n",
    "dt = 0.02\n",
    "eqs = EQSignal.EQSignal(acc,dt)\n",
    "eqs.norm()\n",
    "\n",
    "figure(1,(12,9))\n",
    "plotAVD(eqs)\n",
    "\n",
    "# eqs.baseLineCorr(2,0)\n",
    "eqs.filt(4,0.02,25.0,btype='highpass')\n",
    "eqs.targetDispCorr(4,current=True)\n",
    "plotAVD(eqs)\n",
    "\n",
    "Zeta = [0.05]\n",
    "Tstart = 0.05\n",
    "Tstop  = 10.0\n",
    "NP = 50\n",
    "DM = \"log\"\n",
    "SM = \"mixed\"\n",
    "PD = False\n",
    "Tg = 0.9\n",
    "\n",
    "eqs.setupSpectra(NP,Tstart,Tstop,DM,Zeta,SM,PD)\n",
    "\n",
    "for sp in eqs.sp:\n",
    "    sp.getCodeSpectra(Tg)\n",
    "    \n",
    "eqs.getSpectra()\n",
    "\n",
    "figure(2,(12,9))\n",
    "plotSPA(eqs)\n",
    "\n",
    "# NP = 17\n",
    "# eqs.setupSpectra(NP,Tstart,Tstop,DM,Zeta,SM,PD)\n",
    "# for sp in eqs.sp:\n",
    "#     sp.getCodeSpectra(Tg)  \n",
    "# eqs.getSpectra()\n",
    "# plotSPA(eqs,False)\n",
    "\n",
    "i = 0\n",
    "tol = 0.02\n",
    "mit = 15\n",
    "\n",
    "# eqs.fitSpectra(i,tol,mit,0)\n",
    "# eqs.fitSpectra(i,tol,mit,1)\n",
    "# eqs.getSpectra()\n",
    "\n",
    "# plotSPA(eqs,False)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 2",
   "language": "python",
   "name": "python2"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 2
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython2",
   "version": "2.7.6"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 0
}
